Digital Commons Network^™

Optimizing Hidden Neurons In Multilayer Perceptrons With A Hybrid Feature Selection Approach For Classification Tasks, Susmitha Boyidapu

USF Tampa Graduate Theses and Dissertations

Identifying the ideal number of hidden neurons in multilayer perceptron (MLP) networks remains an ongoing challenge in the field of machine learning. Our research presents an innovative strategy to address this issue by combining data preprocessing, feature selection by a hybrid method, and a methodical approach to MLP architecture design. The extracted features through feature selection help to construct MLP architecture and implement k-fold cross-validation along with early stopping mechanism for finding optimal number of hidden neurons. Our method's key innovation is its capacity to dynamically adjust the hidden neuron count while optimizing model performance. Through iterative refinement of the …

Patient Reported Outcomes Amidst Isolated And Concomitant Chronic Cardiopulmonary Illnesses, Walter B. Wills

USF Tampa Graduate Theses and Dissertations

As the prevalence of many chronic cardiopulmonary illnesses are expected to rise within the United States through 2030, there is a growing emphasis on investigating the patient-reported outcomes relevant to the morbidity and social burden of these diseases. Thus, the overall aim of this dissertation is to examine these outcomes among those that live with chronic obstructive pulmonary disease and cardiovascular diseases (namely, heart failure). Specifically, the works in this dissertation aimed to compare how individuals report their health-related quality of life when living with and without cardiovascular disease across the spectrum of airflow limitation demonstrated within chronic obstructive pulmonary …

Infiltration Of Immune Cells And Lipid Nanoparticle-Mediated Drug Delivery In A Skin Cancer Model, Aynur Sanem Yilmaz

USF Tampa Graduate Theses and Dissertations

Melanoma, the deadliest form of skin cancer, is notorious for its rapid mutation rate and high potential for metastasis, making effective treatment particularly challenging. Immunotherapy has emerged as a significant advancement in melanoma therapy, leveraging the immune system to target and eliminate cancer cells. These achievements have motivated further investigation into immune system-based strategies for this aggressive cancer. Cell-based drug delivery has been primarily achieved by either using immune cells as direct carriers for therapeutics or by employing active molecules through drug delivery systems, most often nanoparticles. While immune cells exhibit innate tumor-homing abilities, they face challenges such as limited …

Side-Channel Analysis Platform For A Hardware Implementation Of Fips 203 (Crystals-Kyber), Mohamed Mossad

USF Tampa Graduate Theses and Dissertations

In 2024, NIST selected the Post-Quantum Cryptography algorithm CRYSTALS-Kyber for standardization as a public-key encryption, key establishment scheme. CRYSTALS-Kyber was standardized under the Federal Information Processing Standard (FIPS), specifically FIPS 203. FIPS standards represent a set of guidelines, developed by NIST, for secure data handling in federal information systems, mandating cryptographic algorithms that protect sensitive information. This highlights the importance of identifying potential vulnerabilities in the algorithm and assessing how CRYSTALS-Kyber implementations react to hardware side channel attacks. Previous research identified several vulnerabilities in implementations of CRYSTALS-Kyber in software, which were addressed in subsequent releases. This thesis focuses on expanding …

Biodegradable And Green Controlled Release Formulations For Fertilizers, Srivalli Sriperambudur

USF Tampa Graduate Theses and Dissertations

This study aims to address environmental concerns associated with conventional fertilizers, and the persistence of synthetic polymers in soils and investigates the use of biodegradable cellulose esters as sustainable coatings for controlled-release fertilizers (CRFs). The focus is mainly on the synthesis of biodegradable cellulose esters as sustainable coatings for CRFs and applied as a coating on urea fertilizer prills to control nutrient release. The synthesized biodegradable coatings aim to provide effective nutrient delivery over time while minimizing environmental impact. Cellulose esters were synthesized using both saturated and unsaturated fatty acids, followed by crosslinking using thiols. Characterization techniques like FTIR, DSC, …

Learning Peer Support Interactions Via Bi-Lstm Graph Neural Networks For Suicide Risk Prediction, Harikrishna Marampelly

USF Tampa Graduate Theses and Dissertations

Suicide prevention through early detection using social media data has been widely studied. However, the critical role of peer support interactions among individuals with similar mental disorders has not been deeply investigated or explored. In this study, we explore peer interactions in online communities for individuals with bipolar disorder and leverage this information to predict suicide risk levels. We propose a model that uses contextualized posts and comments along with their sentiment features. By embedding these features into a peer support network, our model captures peer interactions and predicts suicide risk levels using the bidirectional LSTM Graph Neural Networks (Bi-LSTM …

The Collapse And Revival Of The Teacher Soul- A Study Of Resilience In Experienced Elementary Teachers, Joadie Durfee

USF Tampa Graduate Theses and Dissertations

Sustaining talented teachers has become a challenging worldwide pursuit. Even the most successful teachers are exiting the profession at alarming rates (Clandinin et al., 2012; Mason & Matas, 2015). Although seemingly all teachers experience highly stressful factors in the workplace, some remain and continue to thrive as they inspire and help countless students through their educational pursuits. To better understand this contrast and promote quality teachers to remain in the profession to retirement, I conducted a qualitative study of three passionate, experienced, highly effective teachers who have considered leaving the profession but ultimately decided to stay. Using interview and artifact …

Pseudomonas Aeruginosa Aggregate Formation In The Cystic Fibrosis Airway, Alexa D. Gannon

USF Tampa Graduate Theses and Dissertations

Bacterial aggregates are observed in both natural and artificial environments. In the context of disease, aggregates have been isolated from both chronic and acute infections. Pseudomonas aeruginosa (Pa) aggregates contribute significantly to chronic infections, particularly in the lungs of people with cystic fibrosis (CF). Unlike the large biofilm structures observed in vitro, Pa in CF sputum forms smaller aggregates (~10-1000 cells), and the mechanisms behind their formation remain underexplored. This study aims to identify genes essential and unique to Pa aggregate formation in a synthetic CF sputum media (SCFM2). We cultured Pa strain PAO1 in SCFM2 and LB, both with …

Vulnerability Discovery On Broadcom Devices With Qemu, Christian Shane Douglas Little

USF Tampa Graduate Theses and Dissertations

System-on-chip (SoC) devices in the form of routers, access points, and smart appliances have become an increasingly prevalent aspect of our infrastructure. Performing vulnerability research on these devices may be exceptionally difficult given the on-hardware limitations, inability to guarantee certain aspects of the system, and lack of information when the appliance’s source code is not available.In this thesis, we present Broadfeather, a QEMU-based emulation target, and framework for dynamic analysis and instrumentation. While Broadfeather supports data types shared across many chips under the Broadcom umbrella, it is primarily geared towards the BCM6755 Wi-Fi 6E capable chipset. Broadfeather also features the …

Revealing Grounding Zone And Subglacial Processes At Cosgrove Ice Shelf: Seafloor Analogs For The Modern Antarctic Ice Sheet, Rosemary E. Burkhalter-Castro

USF Tampa Graduate Theses and Dissertations

The future loss of ice in West Antarctica is one of the biggest uncertainties in projections of global sea level rise. The West Antarctic Ice Sheet (WAIS), home to Cosgrove Ice Shelf (CIS), contains enough ice to raise global sea level by more than three meters if it collapsed completely. Accurately predicting how much sea level change may occur from a future collapse of WAIS is of particular interest to low-lying, heavily populated coastal areas such as Florida. For this reason, it is important to understand the processes underpinning rapid changes and retreat at marine-terminating glaciers in the Amundsen Sea. …

Assessing The Impact Of Ai Assisted Software Development And User Experience Of A College Football Simulation Game: A Study Of Player And Industry Professional Perspectives, Augustus J. Scarlato Iii

USF Tampa Graduate Theses and Dissertations

This research examines the use of Artificial Intelligence (AI) in the design of video games, specifically the development of a college football simulation game. This study documents the creation of an alpha version college simulation game assisted by Open AI’s Chat GPT 4.0 API, to potentially improve game development, gameplay realism, and user interaction. The study then assesses how both student players and industry professionals perceive AI-enhanced gaming, emphasizing the usability, gameplay experience, and overall quality of the game using a Likert scale survey. The analysis also highlights differences in perceptions between students and industry professionals, with the latter group …

Integrating Risk And Vulnerability: Exploring A Unified Model For Supply Chain Resiliency, William G. Cook

USF Tampa Graduate Theses and Dissertations

The world has entered an era of retreating globalization, mounting geo-political tensions, rising protectionism, and increasing focus on the fragility of complex supply chains. The negative impacts of supply chain disruptions have been increasingly documented since the turn of the century. Given the global scale of recent disruptions, supply chain resiliency has become a national imperative. The Global Financial Crisis, the Covid-19 pandemic, and other major disruptive events demonstrate the active role of government in mitigating damage, the enduring effects of regulation, and the resultant re-evaluation of supply chain strategies by the private and public sectors. In this environment, supply …

Selective Pericyte Recruitment To Ec-Lined Tubes, Vessel Assembly Enhancement Through Pericyte Timp-3 Induction, And Pericyte Tbx2 In Capillary Formation And Maturation, Ksenia Marilyn Yrigoin Kaluguina

USF Tampa Graduate Theses and Dissertations

Capillaries, the smallest blood vascular networks, are formed by narrow and elongated endothelial cell (EC)-lined tubes with associated pericytes anchored to the abluminal tube surface. Our laboratory demonstrated that dynamic interactions between ECs and pericytes during capillary tube network assembly are required for basement membrane matrix deposition and maturation. We have also shown that key EC-derived factors promote pericyte recruitment, proliferation, and pericyte-induced basement membrane formation during capillary assembly. In the first section, we aim to identify if vascular smooth muscle cells (VSMCs) respond to the same factors and have the same invasive ability as pericytes since they are both …

Operational Variations In State-Owned Hotels And International Branded Hotels In China: A Qualitative Analysis Of Practitioners' Perspectives And Implications, Wen Wei

USF Tampa Graduate Theses and Dissertations

This study examines experienced hoteliers' perspectives on essential operational practices for delivering consistent, high-quality customer experiences, focusing on operational differences between Chinese State-Owned Hotels (SOHs) and International Branded Hotels (IBHs) in China. Through semi-structured interviews with 24 experienced hoteliers from SOHs and IBHs, the research identifies operational practices in IBHs that are perceived as more effective than those in SOHs. Additionally, the study explores operational practices that SOHs and IBHs could adopt and adapt to succeed in China’s post-pandemic hotel market. The analysis is framed by the Resource-Based View (RBV), Dynamic Capabilities (DCs), Market Orientation (MO), and the role of …

Thriving Or Surviving In Virtual Sales: The Connection Between Virtual Work And Job Satisfaction Amongst Salespeople In The Pharmaceutical Industry, Amit Garg

USF Tampa Graduate Theses and Dissertations

The post COVID 19 sales environment for salespeople in pharmaceuticals has shifted to becoming hybridized within a continuum of face-to-face and virtual interactions, when engaging with health care professionals. This dissertation reports on a study investigating the relationship of virtual work with job satisfaction and burnout. There were two questions that were addressed in this study to understand the impact virtual work has had on overall job satisfaction and burnout. First, what is the relationship of virtuality to job satisfaction and burnout in the pharmaceutical sales environment? Second, which facets of job satisfaction and burnout are most strongly related to …

Performance Comparison Of Two Binary Diagnostic Tests With Incomplete Data, Meng Wang

USF Tampa Graduate Theses and Dissertations

Diagnostic tests are medical examinations essential for patient care, as they help detect the presence of diseases and rule out certain conditions. However, diagnostic tests can make errors, and misdiagnoses resulting from these errors can potentially lead to treatment delays or inappropriate treatments. Therefore, comprehensively evaluating the performance of the diagnostic tests and ensuring test accuracy is a fundamental priority in diagnostic studies. When a new diagnostic test is developed, it is customary to compare it with an existing test in a paired study. However, incomplete test results commonly occur in practice. The maximum likelihood-based method can be used to …

The Attitudes, Perceptions, And Motivations Of Student-Athletes In Intermediate Algebra, Alexandra Green

USF Tampa Graduate Theses and Dissertations

This research delves into the attitudes, perceptions, and motivations of student-athletes enrolled in Intermediate Algebra courses. It focuses on the distinct challenges they encounter in juggling academic and athletic responsibilities at a southeastern university in the United States. Employing a mixed-methods approach, the study gathered quantitative data through surveys to assess students' attitudes, perceptions, and motivations toward learning mathematics, as well as to determine the influence of their instructors on these factors. The qualitative segment provided deeper insights into their personal experiences, shedding light on their prior encounters with mathematics, their most memorable moments during the current course, and their …

Manifestations Of Sulfuric Acid Speleogenesis In The Mulapampa Travertine, Central Andes Of Peru: Evidence From The Gruta Con Lago, Andrzej Tyc, Krzysztof Gaidzik, Justyna Ciesielczuk, Katarzyna Wątor

International Journal of Speleology

Sulfuric acid speleogenesis (SAS) is a form of hypogene speleogenesis characterized by the formation of caves in carbonate rocks due to the presence of sulfuric acid. This study focuses on the Gruta con Lago, one of three caves identified in the Mulapampa travertine, located in the central Andes of Peru. These caves are accessed through collapse sinkholes, and much of their morphology results from roof breakdown. The bottom of the studied cave is situated at the current water table. Despite the absence of typical solutional features associated with SAS caves, mineralogical and geochemical evidence of speleogenesis involving H₂SO …

Using Function Based Self-Monitoring To Teach Functional Communication Skills And Decrease Problem Behavior For Middle School Students With Asd, Lanease Ganey

USF Tampa Graduate Theses and Dissertations

This study examined the effects of a function-based self-monitoring procedure on functional communicative response (FCR) and problem behavior in middle school students with autism spectrum disorder. Three middle school age students diagnosed with and autism spectrum disorder and displaying challenging behavior and their respective classroom teachers and supporting staff (paraprofessionals) participated in this study. The study employed a multiple baseline design across participants to evaluate the effect of function-based self-monitoring on FCR, task engagement, and problem behavior. Following a 30-min training, the students and staff independently implemented the function-based self-monitoring procedure with fidelity which led to desired changes in student …

Exploring Saudi Arabian Teachers' Perceptions Of Smartboard Instruction For Students With Communication Disorders, Mohammed Alqahtani

USF Tampa Graduate Theses and Dissertations

Using smartboards with students with communication needs in the classroom is one way to apply technology in educational settings. Research has shown the benefits of using the smartboard with students with disabilities (SWDs) and second-language learners. There is still a need to understand further teachers’ perceptions towards using the smartboard in their classrooms with students with communication needs. Therefore, I conducted an exploratory qualitative study to explore Saudi teachers' perceptions regarding the use of smartboards with students with communication needs in the classroom. I collected data via in-depth interviews, smartboard screen recordings, and audio recordings of teachers’ lessons taught using …

Percutaneous Endoscopic Gastronomy Tube For Optimized Gastric Sumping, Justin Robert Daggett

USF Patents

An improved percutaneous endoscopic gastrostomy (PEG) tube that allows continuous suctioning/sumping without occlusion of the tube by the gastric wall. The PEG tube includes a hollow drainage tubing coupled to a ventilated bell cap. The bell cap can be open or closed to the external environment is ventilated via apertures, crenellations and grooves, and hemispherical arches. The PEG tube minimizes, or completely eliminates, the need for a user thereof to frequently flush the tube, thus also curtailing intermittent suctioning and allowing for longer periods of uninterrupted drainage. Furthermore, the PEG tubes of the current invention reduce clogging of the tube …

Perceived Workplace Obstacles And Compensatory Strategies Used By School Psychologists With Disabilities, Gary E. Schaffer

USF Tampa Graduate Theses and Dissertations

Despite efforts to recruit and retain school psychologists from diverse backgrounds, there has been little focus on school psychologists with disabilities. This oversight is concerning given that school psychologists deliver extensive support to students with disabilities yet simultaneously remain largely absent from diversity, equity, and inclusion efforts. The current study sought to learn about school psychologists with disabilities by providing much-needed demographic information on this population while also focusing on their workplace experiences. Two-hundred-fifty-five participants were asked about their perceptions regarding the systemic challenges they encountered, personal challenges they faced, reasons they disclosed or did not disclose their disability, and …

Essays On Information Technology In Healthcare, Gleb Zavadskiy

USF Tampa Graduate Theses and Dissertations

Information technologies (IT) and information systems (IS) have profound significance across various sectors of society, including healthcare, business, education, government, and beyond. First, IT facilitates instant communication globally through email, messaging apps, video conferencing, and social media, revolutionizing how individuals and organizations interact, collaborate, and share information (Hacker et al. 2020; Tang and Hew 2020).

Secondly, the Internet and digital libraries provide worldwide access to vast amounts of information, what makes knowledge and education available to everyone, empowering individuals to learn and stay informed on diverse topics (Haleem et al. 2022). Another aspect of IT systems in various industries is …

The Association Between Oral Microbiome, Oral Inflammation, Periodontal Disease, And Systemic Metabolism In Individuals With/Without Type 1 Diabetes, Mianli Xiao

USF Tampa Graduate Theses and Dissertations

This study explores the associations between oral microbiomes, periodontal disease (PD), and systemic metabolism in individuals with and without Type 1 diabetes (T1D). Data were obtained from 208 participants (99 with T1D, 109 non-diabetic) in the Coronary Artery Calcification in Type 1 Diabetes (CACTI) pilot study and 283 participants from the Oral Microbiome ancillary cohort study. Both studies included the collection of saliva or subgingival plaque samples. Microbial DNA was extracted, and the V4 region of the 16S rRNA gene was sequenced using the Illumina MiSeq platform. Machine learning models, including Random Forest (RF) and Multi-layer Perceptron (MLP), were applied …

A Disparate Disaster: Spatial Patterns Of Building Damage Caused By Hurricane Ian And Associated Socio-Economic Factors, Md Zakaria Salim, Yi Qiang, Barnali Dixon, Jennifer Collins

School of Geosciences Faculty and Staff Publications

The literature shows that communities under different socio-economic conditions suffer different levels of damage in disasters. In addition to the physical intensity of hazards, such differences are also related to the varying abilities of communities to prepare for and respond to disasters. This study analyzes the spatial patterns of building damage in Hurricane Ian in 2022 and investigates the socio-economic disparities related to the damage. Specifically, this study employs NASA’s Damage Proxy Map (DPM2) to analyze spatial patterns of building damage caused by the hurricane. Then, it uses statistical analysis to assess the relationships between building damage and hurricane intensity, …

The Pilling Process: Significance Quest, Self-Verification, And Fusion In Online Incel Forums, Gregory J. Rousis

USF Tampa Graduate Theses and Dissertations

Incels (short for “involuntary celibates) are an online community of men who blame women for their reputed sexual and romantic failures. The misogyny of their worldview, called the blackpill, has inspired multiple instances of real-world violence against women. Alarmingly, we know little about the temporal processes whereby an incel goes from joining an online community to becoming deeply aligned (i.e., “fused”) with the group. This project sought to address this by scraping incels’ most popular web forum and using text analysis to identify psychological mechanisms that could be responsible for incels’ fusion. The resulting dataset consisted of 1,097,841 unique discussion …

Superhydrophobic Covalent Organic Framework Materials, Shengqian Ma, Qi Sun

USF Patents

A variety of superhyrdophobic porous materials are provided including a covalent organic framework having a plurality of perfluoroalkyl or perfluorheteroalkyl moieties covalently attached thereto. The materials can include a polymeric foam matrix made of a three-dimensional network of polymer fibers, and the covalent organic framework can be made encasing at least a portion of the polymer fibers. The covalent organic framework can be intertwined within the polymeric foam matrix such that the covalent organic framework encasing the portion of the polymer fibers is stable to mechanical compression of the polymeric foam matrix. Surfaces and other articles are provided including the …

Unravelling The Impact Of Blood Metabolites, And Lifestyle Factors On Periodontal Disease Using Mendelian Randomization, Rhea Charles

USF Tampa Graduate Theses and Dissertations

Periodontal disease remains a global public health concern. Despite the availability of preventive and therapeutic strategies, the multifactorial nature of periodontitis complicates its understanding and management. Periodontal disease is associated with an increased risk of chronic conditions, including ischemic heart disease (IHD), gestational hypertension, respiratory diseases such as COPD and bronchitis, and various cancers, including kidney and pancreatic cancers. Moreover, individuals with diabetes, autoimmune diseases like lupus and Crohn’s disease, and osteoporosis are more likely to develop periodontitis. The ambiguity in the direction of causality between periodontal disease and its associated conditions poses challenges for effective treatment. Mendelian randomization offers …

Perceptions Of Rural America: Exploring College Students' Views And Career Priorities Post-Graduation, Tom Hall

USF Tampa Graduate Theses and Dissertations

The problems facing rural America are wide ranging and multilayered. Perceptions can often be reality for those unfamiliar with rural life, which can pose a hurdle for businesses to overcome. With an in-depth literature review and research study, this dissertation aims to provide context and understanding to the problems and misconceptions of rural America. Without context, it is easy to interpret rural America as a dying, outdated part of the country, but the reality is far more complex. A research study was conducted that surveyed 400 actively enrolled college students from schools in 19 American states on three things: 1) …

Transition Aged Youth Substance Use At Electric Dance Music Events In The Tampa Bay Area: A Qualitative Study Of Awareness And Prevention, Danielle Vinciguerra

USF Tampa Graduate Theses and Dissertations

The study investigates substance use among Transitional Aged Youth (TAY), particularly focusing on Electronic Dance Music (EDM) events in the Tampa Bay area. TAY, defined as individuals aged 18-29, experience significant psychological, biological, and developmental changes, which can lead to increased vulnerability to substance use. The study examines the prevalence and patterns of substance use, specifically ketamine and cocaine, among TAY at EDM events. Exploratory qualitative data collection method was utilized for the study. Applying Social Learning Theory as a framework, the research explores the beliefs, attitudes, experiences, and community influences that contribute to substance use within this demographic. Data …